Table of contents

  1. Introduction
  2. Data Wrangling
    1. loading
    2. cleaning
    3. data selection
  3. Exploratory Data Analysis
  4. Questions

Introduction

This dataset includes details of Motor Vehicle Collisions in New York City provided by the Police Department (NYPD) from 2012 to the present. The source dataset is updated daily and can be viewed here: https://console.cloud.google.com/marketplace/details/city-of-new-york/nypd-mv-collisions https://opendata.cityofnewyork.us/Table ID bigquery-public-data:new_york_mv_collisions.nypd_mv_collisions Table Size 358 MB Number of Rows 1,481,712SCHEMA: borough STRING contributing_factor_vehicle_1 STRING contributing_factor_vehicle_2 STRING contributing_factor_vehicle_3 STRING contributing_factor_vehicle_4 STRING contributing_factor_vehicle_5 STRING cross_street_name STRING timestamp DATETIME latitude FLOAT longitude FLOAT location STRING number_of_cyclist_injured INTEGER number_of_cyclist_killed INTEGER number_of_motorist_injured INTEGER number_of_motorist_killed INTEGER number_of_pedestrians_injured INTEGER number_of_pedestrians_killed INTEGER number_of_persons_injured INTEGER number_of_persons_killed INTEGER off_street_name STRING on_street_name STRING unique_key INTEGER REQUIRED vehicle_type_code1 STRING vehicle_type_code2 STRING vehicle_type_code_3 STRING vehicle_type_code_4 STRING vehicle_type_code_5 STRING zip_code INTEGERGuiding question: how can New York City reduce Brooklyn motor vehicle collisions?

Gathering the data -- using Google BigQuery

Process: 1. create a project and project dataset in BigQuery 2. Query big data (see three used in this project queries below) 3. save/copy the query results into a table 4. copy the table to a dataset 5. export the dataset table into a GCS Storage bucket 6. download the file from the bucket-- QUERY 1 -- What is the most common factor in a motor vehicle collision in NYC? -- This query counts the number of collisions for each collision type, in descending order. SELECT contributing_factor_vehicle_1 AS collision_factor, COUNT(*) num_collisions FROM `bigquery-public-data.new_york.nypd_mv_collisions` WHERE contributing_factor_vehicle_1 != "Unspecified" AND contributing_factor_vehicle_1 != "" GROUP BY 1 ORDER BY num_collisions DESC-- QUERY 2 -- What are the most dangerous streets for motor vehicle collisions in NYC? -- This query counts the number of fatalities by streets. #standardSQL SELECT on_street_name, SUM(number_of_persons_killed) AS deaths FROM `bigquery-public-data.new_york.nypd_mv_collisions` WHERE on_street_name <> '' GROUP BY on_street_name ORDER BY deaths DESC LIMIT 10-- QUERY 3 -- What is the most common factor in a motor vehicle collision in NYC's Brooklyn? and what other details can we garner from Brooklyn incidents when looking at primary collision factors? -- This query counts the number of fatalities by streets. #standardSQL SELECT unique_key, borough, timestamp, location, zip_code, latitude, longitude, contributing_factor_vehicle_1 AS collision_factor, number_of_cyclist_injured, number_of_cyclist_killed, number_of_motorist_injured, number_of_motorist_killed, number_of_pedestrians_injured, number_of_pedestrians_killed, number_of_persons_injured, number_of_persons_killed FROM `bigquery-public-data.new_york.nypd_mv_collisions` WHERE borough LIKE "BROOKLYN" AND borough IS NOT NULL

loading

In [1]:
import csv
import pandas as pd
import numpy as np #import the stats library from numpy
from scipy import stats
from datetime import datetime
import matplotlib as mpl
import matplotlib.pyplot as plt
%matplotlib notebook
#%matplotlib inline
import seaborn as sns

from mpl_toolkits.basemap import Basemap
import folium
from folium import plugins
from folium.plugins import HeatMap
from folium.plugins import HeatMapWithTime
In [2]:
brooklyn_data = pd.read_csv('./data/brooklyn_extended_notnull')

nyc_deaths = pd.read_csv('./data/deaths_by_street.csv')
nyc_collisions = pd.read_csv('./data/collisions_by_type.csv')
brooklyn_deaths = pd.read_csv('./data/deaths_by_street_brooklyn.csv')
In [3]:
parse_dates = ['timestamp']

all_data = pd.read_csv('./data/all_accidents', dtype={
                                'borough': str,
                                'contributing_factor_vehicle_1': str,
                                'contributing_factor_vehicle_2': str,
                                'contributing_factor_vehicle_3': str,
                                'contributing_factor_vehicle_4': str,
                                'contributing_factor_vehicle_5': str,
                                'cross_street_name': str,
                                'latitude': float,
                                'longitude': float,
                                'off_street_name': str,
                                'on_street_name': str,
                                'unique_key': object,
                                'vehicle_type_code1': str,
                                'vehicle_type_code2': str,
                                'vehicle_type_code_3': str,
                                'vehicle_type_code_4': str,
                                'vehicle_type_code_5': str,
                                'zip_code': float,
                                'number_of_persons_killed': int,
                               }, parse_dates=parse_dates)
In [4]:
#make a copy
df_copy = brooklyn_data.copy()
nyc_deathsC = nyc_deaths.copy()
nyc_collisionsC = nyc_collisions.copy()
all_dataC = all_data.copy()

review

In [5]:
all_data.head()
Out[5]:
borough contributing_factor_vehicle_1 contributing_factor_vehicle_2 contributing_factor_vehicle_3 contributing_factor_vehicle_4 contributing_factor_vehicle_5 cross_street_name timestamp latitude longitude ... number_of_persons_killed off_street_name on_street_name unique_key vehicle_type_code1 vehicle_type_code2 vehicle_type_code_3 vehicle_type_code_4 vehicle_type_code_5 zip_code
0 QUEENS Outside Car Distraction Unspecified NaN NaN NaN GREENWAY SOUTH 2018-01-17 10:35:00+00:00 40.710400 -73.839740 ... 0 NaN UNION TURNPIKE 3830694 SPORT UTILITY / STATION WAGON AM NaN NaN NaN 11375.0
1 MANHATTAN Fatigued/Drowsy Other Vehicular NaN NaN NaN 3 AVENUE 2015-05-08 17:30:00+00:00 40.780125 -73.953034 ... 0 NaN EAST 88 STREET 3216563 PASSENGER VEHICLE MOTORCYCLE NaN NaN NaN 10128.0
2 QUEENS Driver Inattention/Distraction Unspecified NaN NaN NaN NaN 2017-11-22 07:15:00+00:00 40.685524 -73.844600 ... 0 99-08 97 STREET NaN 3795174 PASSENGER VEHICLE CONV NaN NaN NaN 11416.0
3 BRONX Turning Improperly Unspecified NaN NaN NaN WESTCHESTER AVENUE 2017-12-05 07:30:00+00:00 40.832650 -73.863660 ... 0 NaN LELAND AVENUE 3803160 PASSENGER VEHICLE BU NaN NaN NaN 10472.0
4 BRONX Driver Inattention/Distraction Unspecified NaN NaN NaN NaN 2017-11-03 09:22:00+00:00 40.853233 -73.891750 ... 0 4487 3 AVENUE NaN 3794016 PASSENGER VEHICLE TK NaN NaN NaN 10457.0

5 rows × 28 columns

In [6]:
nyc_collisions.head(10)
Out[6]:
collision_factor num_collisions
0 Driver Inattention/Distraction 176170
1 Failure to Yield Right-of-Way 57298
2 Fatigued/Drowsy 48495
3 Backing Unsafely 37916
4 Other Vehicular 36038
5 Following Too Closely 31636
6 Turning Improperly 29288
7 Lost Consciousness 20261
8 Traffic Control Disregarded 16190
9 Prescription Medication 15904
In [7]:
nyc_deaths
Out[7]:
on_street_name deaths
0 BROADWAY 23
1 ATLANTIC AVENUE 22
2 LINDEN BOULEVARD 16
3 HYLAN BOULEVARD 16
4 NORTHERN BOULEVARD 15
5 BRUCKNER BOULEVARD 15
6 3 AVENUE 15
7 ROCKAWAY BOULEVARD 14
8 FLATBUSH AVENUE 13
9 QUEENS BOULEVARD 12
In [8]:
brooklyn_deaths.head()
Out[8]:
on_street_name deaths
0 ATLANTIC AVENUE 14
1 FLATBUSH AVENUE 10
2 LINDEN BOULEVARD 9
3 OCEAN PARKWAY 8
4 BEDFORD AVENUE 7
In [9]:
brooklyn_data.head()
Out[9]:
unique_key borough timestamp location zip_code latitude longitude collision_factor number_of_cyclist_injured number_of_cyclist_killed number_of_motorist_injured number_of_motorist_killed number_of_pedestrians_injured number_of_pedestrians_killed number_of_persons_injured number_of_persons_killed
0 3810657 BROOKLYN 2017-12-15 08:00:00 UTC (40.61847, -74.021225) 11228.0 40.618470 -74.021225 Passenger Distraction 0 0 0 0 0 0 0 0
1 3770545 BROOKLYN 2017-10-12 12:10:00 UTC (40.71348, -73.965515) 11249.0 40.713480 -73.965515 Passing or Lane Usage Improper 0 0 0 0 0 0 0 0
2 3824908 BROOKLYN 2018-01-07 11:30:00 UTC (40.699482, -73.96104) 11249.0 40.699482 -73.961040 Following Too Closely 0 0 1 0 0 0 1 0
3 186233 BROOKLYN 2013-06-16 12:58:00 UTC (40.7037717, -73.9311561) 11237.0 40.703772 -73.931156 Unspecified 0 0 1 0 0 0 1 0
4 3818427 BROOKLYN 2017-12-26 10:50:00 UTC (40.67859, -73.99049) 11231.0 40.678590 -73.990490 Driver Inattention/Distraction 0 0 0 0 0 0 0 0
In [10]:
brooklyn_data.shape
Out[10]:
(263715, 16)
In [11]:
#check nulls
brooklyn_data.isnull().any()
Out[11]:
unique_key                       False
borough                          False
timestamp                        False
location                          True
zip_code                          True
latitude                          True
longitude                         True
collision_factor                  True
number_of_cyclist_injured        False
number_of_cyclist_killed         False
number_of_motorist_injured       False
number_of_motorist_killed        False
number_of_pedestrians_injured    False
number_of_pedestrians_killed     False
number_of_persons_injured        False
number_of_persons_killed         False
dtype: bool
In [12]:
#check duplicates
brooklyn_data.duplicated().sum()
Out[12]:
0
In [13]:
brooklyn_data.nunique().sum()
Out[13]:
566826
In [14]:
brooklyn_data.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 263715 entries, 0 to 263714
Data columns (total 16 columns):
unique_key                       263715 non-null int64
borough                          263715 non-null object
timestamp                        263715 non-null object
location                         254015 non-null object
zip_code                         263711 non-null float64
latitude                         254015 non-null float64
longitude                        254015 non-null float64
collision_factor                 262321 non-null object
number_of_cyclist_injured        263715 non-null int64
number_of_cyclist_killed         263715 non-null int64
number_of_motorist_injured       263715 non-null int64
number_of_motorist_killed        263715 non-null int64
number_of_pedestrians_injured    263715 non-null int64
number_of_pedestrians_killed     263715 non-null int64
number_of_persons_injured        263715 non-null int64
number_of_persons_killed         263715 non-null int64
dtypes: float64(3), int64(9), object(4)
memory usage: 32.2+ MB

Cleaning

In [15]:
#dtypes
all_dataC['timestamp'] = pd.to_datetime(all_dataC['timestamp'])
all_dataC['zip_code'] = pd.to_numeric(all_dataC['zip_code'], errors='coerce')
#rename
all_dataC = all_dataC.rename(columns={'contributing_factor_vehicle_1': 'collision_factor'})
#add count column
all_dataC['count']=1
#extract datetime data to create 3 additional columns
all_dataC['year'] = all_dataC.timestamp.dt.year
#not null or unspecified
all_dataC = all_dataC[pd.notnull(all_dataC['collision_factor'])]
all_dataC = all_dataC.drop(all_dataC[all_dataC['collision_factor']=='Unspecified'].index)

#select columns
all_dataC = all_dataC[['year', 'borough', 'collision_factor', 'unique_key', 'count']]
In [16]:
all_dataC.head()
Out[16]:
year borough collision_factor unique_key count
0 2018 QUEENS Outside Car Distraction 3830694 1
1 2015 MANHATTAN Fatigued/Drowsy 3216563 1
2 2017 QUEENS Driver Inattention/Distraction 3795174 1
3 2017 BRONX Turning Improperly 3803160 1
4 2017 BRONX Driver Inattention/Distraction 3794016 1

clean df_copy

In [17]:
#datatypes
df_copy['timestamp'] = pd.to_datetime(df_copy['timestamp'])
df_copy['zip_code'] = pd.to_numeric(df_copy['zip_code'], errors='coerce')
In [18]:
#extract datetime data to create 3 additional columns
df_copy['year'] = df_copy.timestamp.dt.year
df_copy['month'] = df_copy.timestamp.dt.month
df_copy['weekday'] = df_copy.timestamp.dt.weekday #The day of the week with Monday=0, Sunday=6
df_copy['hour'] = df_copy.timestamp.dt.hour
df_copy.head()
Out[18]:
unique_key borough timestamp location zip_code latitude longitude collision_factor number_of_cyclist_injured number_of_cyclist_killed number_of_motorist_injured number_of_motorist_killed number_of_pedestrians_injured number_of_pedestrians_killed number_of_persons_injured number_of_persons_killed year month weekday hour
0 3810657 BROOKLYN 2017-12-15 08:00:00+00:00 (40.61847, -74.021225) 11228.0 40.618470 -74.021225 Passenger Distraction 0 0 0 0 0 0 0 0 2017 12 4 8
1 3770545 BROOKLYN 2017-10-12 12:10:00+00:00 (40.71348, -73.965515) 11249.0 40.713480 -73.965515 Passing or Lane Usage Improper 0 0 0 0 0 0 0 0 2017 10 3 12
2 3824908 BROOKLYN 2018-01-07 11:30:00+00:00 (40.699482, -73.96104) 11249.0 40.699482 -73.961040 Following Too Closely 0 0 1 0 0 0 1 0 2018 1 6 11
3 186233 BROOKLYN 2013-06-16 12:58:00+00:00 (40.7037717, -73.9311561) 11237.0 40.703772 -73.931156 Unspecified 0 0 1 0 0 0 1 0 2013 6 6 12
4 3818427 BROOKLYN 2017-12-26 10:50:00+00:00 (40.67859, -73.99049) 11231.0 40.678590 -73.990490 Driver Inattention/Distraction 0 0 0 0 0 0 0 0 2017 12 1 10
In [19]:
#null count
#check for nulls and sort the list
df_copy.isnull().sum().sort_values(ascending=True)
Out[19]:
unique_key                          0
month                               0
year                                0
number_of_persons_killed            0
number_of_persons_injured           0
number_of_pedestrians_killed        0
number_of_pedestrians_injured       0
number_of_motorist_killed           0
number_of_motorist_injured          0
number_of_cyclist_killed            0
number_of_cyclist_injured           0
timestamp                           0
borough                             0
weekday                             0
hour                                0
zip_code                            4
collision_factor                 1394
longitude                        9700
latitude                         9700
location                         9700
dtype: int64
In [20]:
b_collision_factor = df_copy[pd.notnull(df_copy['collision_factor'])]
In [21]:
#review
b_collision_factor.isnull().sum().sort_values(ascending=True)
Out[21]:
unique_key                          0
month                               0
year                                0
number_of_persons_killed            0
number_of_persons_injured           0
number_of_pedestrians_killed        0
number_of_pedestrians_injured       0
number_of_motorist_killed           0
number_of_motorist_injured          0
number_of_cyclist_killed            0
number_of_cyclist_injured           0
collision_factor                    0
timestamp                           0
borough                             0
weekday                             0
hour                                0
zip_code                            4
longitude                        9671
latitude                         9671
location                         9671
dtype: int64
In [22]:
# Removing outliers and unrecorded zip code values from the data
#(i.e. zero values and those outside the NTC city limits)
b_collision_factor = b_collision_factor[(b_collision_factor['latitude'] > 0.1) & (b_collision_factor['latitude'] < 41)]
In [23]:
# review location (using Basemap)

# create a map to review geographic dispersal of data
# resources: https://makersportal.com/blog/2018/7/20/geographic-mapping-from-a-csv-file-using-python-and-basemap
# resources: https://jakevdp.github.io/PythonDataScienceHandbook/04.13-geographic-data-with-basemap.html

# Extract the coordinates data
lats = b_collision_factor['latitude'].values
lons = b_collision_factor['longitude'].values
In [24]:
# How much to zoom from coordinates (in degrees)
zoom_scale = 0

# Setup the bounding box for the zoom and bounds of the map
bbox = [np.min(lats)-zoom_scale,np.max(lats)+zoom_scale,\
        np.min(lons)-zoom_scale,np.max(lons)+zoom_scale]

fig, ax = plt.subplots(figsize=(15,8))

# Define the projection, scale, the corners of the map, and the resolution.
m = Basemap(projection='merc',llcrnrlat=bbox[0],urcrnrlat=bbox[1],\
            llcrnrlon=bbox[2],urcrnrlon=bbox[3],lat_ts=10,resolution='i')

# Draw coastlines and fill continents and water with color
m.drawcoastlines()
m.fillcontinents(color='#CCCCCC',lake_color='lightblue')

# draw parallels, meridians, and color boundaries
m.drawparallels(np.arange(bbox[0],bbox[1],(bbox[1]-bbox[0])/5),labels=[1,0,0,0])
m.drawmeridians(np.arange(bbox[2],bbox[3],(bbox[3]-bbox[2])/5),labels=[0,0,0,1],rotation=15)
m.drawmapboundary(fill_color='lightblue')

# build and plot coordinates onto map
x,y = m(lons,lats)
m.plot(x,y,'r*',color='r')
plt.title("Brooklyn Incidents - Review")
plt.savefig('figs/zip_brooklyn_incidents_review.png', format='png', dpi=500)
plt.show()
In [25]:
b_collision_factor['latitude'].describe()
Out[25]:
count    252634.000000
mean         40.656073
std           0.035439
min          40.571521
25%          40.630905
50%          40.658646
75%          40.682014
max          40.878643
Name: latitude, dtype: float64
In [26]:
# Removing outlier zip code values from the data
#(i.e. those outside the Brooklyn limits)
#b_collision_factor = b_collision_factor[(b_collision_factor['latitude'] < 40.7558)]

coor_outside_brooklyn = b_collision_factor[(b_collision_factor['longitude'] < 73.85) & 
                                        (b_collision_factor['latitude'] > 40.7558)
                                       ].index

b_collision_factor.drop(coor_outside_brooklyn, inplace=True)
In [27]:
b_collision_factor['latitude'].describe()
Out[27]:
count    252619.000000
mean         40.656065
std           0.035421
min          40.571521
25%          40.630905
50%          40.658646
75%          40.682006
max          40.738853
Name: latitude, dtype: float64
In [28]:
# Extract the coordinates data
lat = b_collision_factor['latitude'].values
lon = b_collision_factor['longitude'].values
In [29]:
# How much to zoom from coordinates (in degrees)
zoom_scale = 0

# Setup the bounding box for the zoom and bounds of the map
bbox = [np.min(lat)-zoom_scale,np.max(lat)+zoom_scale,\
        np.min(lon)-zoom_scale,np.max(lon)+zoom_scale]

fig, ax = plt.subplots(figsize=(15,8))

# Define the projection, scale, the corners of the map, and the resolution.
m = Basemap(projection='merc',llcrnrlat=bbox[0],urcrnrlat=bbox[1],\
            llcrnrlon=bbox[2],urcrnrlon=bbox[3],lat_ts=10,resolution='i')

# Draw coastlines and fill continents and water with color
m.drawcoastlines()
m.fillcontinents(color='#CCCCCC',lake_color='lightblue')

# draw parallels, meridians, and color boundaries
m.drawparallels(np.arange(bbox[0],bbox[1],(bbox[1]-bbox[0])/5),labels=[1,0,0,0])
m.drawmeridians(np.arange(bbox[2],bbox[3],(bbox[3]-bbox[2])/5),labels=[0,0,0,1],rotation=15)
m.drawmapboundary(fill_color='lightblue')

# build and plot coordinates onto map
x,y = m(lon,lat)
m.plot(x,y,'r*',color='r')
plt.title("Brooklyn Incidents")
plt.savefig('figs/zip_brooklyn_incidents.png', format='png', dpi=500)
plt.show()

Exploratory Data Analysis

In [30]:
#top collision factors by year, by borough
df_agg = all_dataC.groupby(['borough','year', 'collision_factor']).agg({'count':sum})
g = df_agg['count'].groupby(level=0, group_keys=False)
g.nlargest(5)
Out[30]:
borough        year  collision_factor              
BRONX          2017  Driver Inattention/Distraction    3464
               2015  Driver Inattention/Distraction    3049
               2016  Driver Inattention/Distraction    2451
               2013  Driver Inattention/Distraction    2108
               2014  Driver Inattention/Distraction    2027
BROOKLYN       2017  Driver Inattention/Distraction    9254
               2015  Driver Inattention/Distraction    5781
               2016  Driver Inattention/Distraction    5298
               2014  Driver Inattention/Distraction    4426
               2013  Driver Inattention/Distraction    3513
MANHATTAN      2017  Driver Inattention/Distraction    8697
               2015  Driver Inattention/Distraction    6772
               2014  Driver Inattention/Distraction    5595
               2013  Driver Inattention/Distraction    5413
               2016  Driver Inattention/Distraction    5361
QUEENS         2017  Driver Inattention/Distraction    9609
               2015  Driver Inattention/Distraction    6798
               2016  Driver Inattention/Distraction    6189
               2014  Driver Inattention/Distraction    5354
               2013  Driver Inattention/Distraction    4735
STATEN ISLAND  2017  Driver Inattention/Distraction    1611
               2016  Driver Inattention/Distraction    1069
               2015  Driver Inattention/Distraction     974
               2014  Driver Inattention/Distraction     880
               2013  Driver Inattention/Distraction     795
Name: count, dtype: int64
In [31]:
#top collision factors by borough
df_agg2 = all_dataC.groupby(['borough', 'collision_factor']).agg({'count':sum})
g2 = df_agg2['count'].groupby(level=0, group_keys=False)
g2.nlargest(5)
Out[31]:
borough        collision_factor              
BRONX          Driver Inattention/Distraction    14248
               Other Vehicular                    4241
               Failure to Yield Right-of-Way      4177
               Backing Unsafely                   3982
               Fatigued/Drowsy                    2341
BROOKLYN       Driver Inattention/Distraction    30524
               Failure to Yield Right-of-Way     14382
               Backing Unsafely                   8805
               Fatigued/Drowsy                    7870
               Lost Consciousness                 5020
MANHATTAN      Driver Inattention/Distraction    34731
               Other Vehicular                   13935
               Failure to Yield Right-of-Way      8771
               Turning Improperly                 8471
               Fatigued/Drowsy                    8424
QUEENS         Driver Inattention/Distraction    35360
               Failure to Yield Right-of-Way     15116
               Backing Unsafely                   9028
               Fatigued/Drowsy                    6398
               Following Too Closely              3470
STATEN ISLAND  Driver Inattention/Distraction     5782
               Failure to Yield Right-of-Way      1856
               Backing Unsafely                   1299
               Fatigued/Drowsy                    1157
               Other Vehicular                     884
Name: count, dtype: int64

location (using Folium)

Resources: https://towardsdatascience.com/data-101s-spatial-visualizations-and-analysis-in-python-with-folium-39730da2adf https://www.kaggle.com/daveianhickey/how-to-folium-for-maps-heatmaps-time-data
In [33]:
def generateBaseMap(default_location=[40.65, -73.94], default_zoom_start=12):
    base_map = folium.Map(location=default_location, control_scale=True, zoom_start=default_zoom_start)
    return base_map
In [34]:
# Filter the DF for rows, then columns
#heat_df = b_collision_factor[b_collision_factor['year']==2015] # Reducing data size so it runs faster
#heat_df = b_collision_factor[b_collision_factor.year>2016]


heat_df = b_collision_factor[['latitude', 'longitude', 'hour', 'number_of_persons_killed','number_of_persons_injured']] 
heat_df = heat_df.dropna(axis=0, subset=['latitude','longitude'])
heat_df['count']=1
In [35]:
base_map = generateBaseMap()

HeatMap(data=heat_df[['latitude', 'longitude', 'count']].groupby(['latitude', 'longitude']).sum().reset_index().values.tolist(), radius=8, max_zoom=13).add_to(base_map)

base_map
Out[35]:
In [36]:
# Filter the DF for rows, then columns
heat_df_fatal = heat_df[heat_df['number_of_persons_killed']>1]
In [37]:
heat_df_fatal
Out[37]:
latitude longitude hour number_of_persons_killed number_of_persons_injured count
46263 40.645704 -73.901433 11 2 0 1
105437 40.703159 -73.965874 0 3 1 1
182884 40.597682 -73.966850 2 3 3 1
225276 40.650518 -73.923586 4 2 1 1
255950 40.609810 -73.922498 18 2 2 1
In [38]:
#TO DO -- fix view
HeatMap(data=heat_df_fatal[['latitude', 'longitude', 'count']].groupby(['latitude', 'longitude']).sum().reset_index().values.tolist(), radius=8, max_zoom=13).add_to(base_map)

base_map
Out[38]:
In [39]:
df_hour_list = []

for hour in heat_df.hour.sort_values().unique():
    df_hour_list.append(
        heat_df.loc[heat_df.hour == hour,['latitude', 'longitude', 'count']
                   ].groupby(['latitude', 'longitude']).sum().reset_index().values.tolist())
In [40]:
df_hour_list
Out[40]:
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  [40.626568, -73.970924, 1.0],
  [40.6265698, -73.97092070000001, 5.0],
  [40.62657, -73.99735, 1.0],
  [40.626587, -73.95655, 1.0],
  [40.626599600000006, -73.98270090000001, 4.0],
  [40.6266, -73.98271, 1.0],
  [40.626666, -73.947872, 2.0],
  [40.626710700000004, -74.0043518, 1.0],
  [40.626726899999994, -73.96358959999999, 1.0],
  [40.6267701, -74.0150008, 1.0],
  [40.6267726, -73.946874, 1.0],
  [40.6268, -73.96266999999999, 1.0],
  [40.62682, -74.00293, 1.0],
  [40.626826, -73.9967902, 1.0],
  [40.6268511, -73.9764288, 1.0],
  [40.6268874, -73.945876, 2.0],
  [40.626892299999994, -74.0229587, 1.0],
  [40.6269422, -73.9675522, 1.0],
  [40.62698579999999, -73.9449501, 2.0],
  [40.6270075, -73.9764504, 1.0],
  [40.6270896, -73.94402059999999, 1.0],
  [40.627155, -73.96563, 1.0],
  [40.6271705, -73.9821315, 4.0],
  [40.627247, -74.01429, 1.0],
  [40.62724779999999, -74.014284, 1.0],
  [40.6272891, -73.9421615, 1.0],
  [40.62729, -73.94216999999999, 1.0],
  [40.627311799999994, -74.0037214, 1.0],
  [40.6273136, -73.9418156, 4.0],
  [40.6273254, -73.99296070000001, 2.0],
  [40.627340000000004, -73.94126, 1.0],
  [40.627457799999995, -73.939355, 1.0],
  [40.6274678, -73.962775, 1.0],
  [40.6275094, -73.996347, 1.0],
  [40.627632, -73.93652, 2.0],
  [40.6276412, -73.99655600000001, 1.0],
  [40.6276764, -73.98900859999999, 2.0],
  [40.6277016, -73.9997298, 1.0],
  [40.627722799999994, -73.9422728, 1.0],
  [40.627832399999996, -74.0292743, 3.0],
  [40.6278735, -73.98480440000002, 1.0],
  [40.6278822, -73.9325061, 2.0],
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  [40.6279648, -73.9162405, 1.0],
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  [40.6279845, -73.92491899999999, 1.0],
  [40.628004600000004, -73.91816419999999, 1.0],
  [40.6280275, -73.8986563, 1.0],
  [40.6280621, -74.0202788, 4.0],
  [40.628083600000004, -73.90002159999999, 1.0],
  [40.6280968, -73.99574179999999, 1.0],
  [40.628119, -73.95684840000001, 1.0],
  [40.628166, -73.92787, 1.0],
  [40.62825, -74.00992600000001, 1.0],
  [40.628258, -73.94135, 1.0],
  [40.6283094, -73.98100000000001, 1.0],
  [40.628335, -73.95488490000001, 2.0],
  [40.6284168, -73.94138240000001, 1.0],
  [40.6284471, -73.9842027, 1.0],
  [40.6284664, -73.9230559, 1.0],
  [40.6284729, -74.0025146, 1.0],
  [40.628494, -73.9712946, 1.0],
  [40.6285044, -73.89792059999999, 1.0],
  [40.628516600000005, -74.00736009999999, 1.0],
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  [40.6287, -73.97423, 1.0],
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  [40.6295078, -73.9441554, 3.0],
  [40.629513, -73.92121, 1.0],
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  [40.62954379999999, -73.9660811, 1.0],
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  [40.629853600000004, -73.9386719, 1.0],
  [40.629913, -73.98668, 1.0],
  [40.629968100000006, -73.96232690000001, 1.0],
  [40.62997, -73.936775, 1.0],
  [40.629974, -74.00813000000001, 1.0],
  [40.629974, -74.0081276, 2.0],
  [40.6299872, -73.97156770000001, 4.0],
  [40.630028, -73.93581, 1.0],
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  [40.630127, -73.94481999999999, 1.0],
  [40.6301276, -73.9900458, 1.0],
  [40.6301502, -73.9338945, 1.0],
  [40.6301626, -73.9702022, 1.0],
  [40.630173, -74.000755, 1.0],
  [40.630174700000005, -74.0007494, 2.0],
  [40.63021, -73.93294, 1.0],
  [40.6302691, -73.959441, 1.0],
  [40.6303296, -73.9310229, 2.0],
  [40.6303521, -74.0149043, 1.0],
  [40.630363, -74.00414, 1.0],
  [40.630381400000005, -73.9037865, 1.0],
  [40.6303847, -73.89499959999999, 2.0],
  [40.630446500000005, -73.92912059999999, 1.0],
  ...]]
In [41]:
HeatMapWithTime(df_hour_list, 
                radius=5, 
                gradient={0.2: 'blue', 0.4: 'lime', 0.6: 'orange', 1: 'red'}, 
                min_opacity=0.5, 
                max_opacity=0.8, 
                use_local_extrema=True).add_to(base_map)

base_map
Out[41]:

zipcode

In [42]:
b_collision_factor['zip_code'].value_counts(5).head(5)
Out[42]:
11207.0    0.057387
11201.0    0.040916
11203.0    0.039708
11236.0    0.038081
11234.0    0.037194
Name: zip_code, dtype: float64
In [43]:
# Obtaining total number of collisions for each zip code

zip_codes = b_collision_factor['zip_code'].value_counts().to_frame().reset_index().rename(columns={"zip_code": "zip_count"})
In [44]:
zip_codes
Out[44]:
index zip_count
0 11207.0 14497
1 11201.0 10336
2 11203.0 10031
3 11236.0 9620
4 11234.0 9396
5 11226.0 9145
6 11212.0 8351
7 11208.0 8228
8 11220.0 8166
9 11230.0 8096
10 11233.0 7954
11 11206.0 7925
12 11213.0 7668
13 11211.0 7416
14 11235.0 7041
15 11217.0 6886
16 11216.0 6824
17 11223.0 6602
18 11215.0 6517
19 11210.0 6430
20 11221.0 6420
21 11219.0 6302
22 11229.0 6026
23 11204.0 5989
24 11214.0 5964
25 11218.0 5889
26 11238.0 5637
27 11222.0 5494
28 11225.0 5257
29 11205.0 4936
30 11209.0 4856
31 11237.0 4373
32 11232.0 4297
33 11228.0 3504
34 11231.0 3224
35 11224.0 3217
36 11249.0 2898
37 11239.0 1175
38 11385.0 23
39 11421.0 5
40 11241.0 1
41 11242.0 1
42 11251.0 1
In [45]:
b_collision_factor['zip_code'].value_counts().plot(kind='bar', figsize=(8,4))
plt.title('Collisions by all Brooklyn zip_codes')
plt.show

plt.gcf().subplots_adjust(bottom=0.5)
plt.savefig('figs/collisions_by_zips_all.png', bbox_inches = "tight");
In [46]:
#create a list of top 10 zipcodes with highest number of collisions
top_10_zips = list(b_collision_factor['zip_code'].value_counts().nlargest(10).index)
print(top_10_zips)

[11207.0, 11201.0, 11203.0, 11236.0, 11234.0, 11226.0, 11212.0, 11208.0, 11220.0, 11230.0]
In [47]:
#create df for top zips
df_top_zips = b_collision_factor[b_collision_factor['zip_code'].isin(top_10_zips)]
In [48]:
df_top_zips['zip_code'].value_counts().plot(kind='bar', figsize=(10,4))
plt.title('Collisions by Brooklyn zip_codes - Top 10')
plt.show()
plt.savefig('figs/collisions_by_zip.png');

<Figure size 432x288 with 0 Axes>

year

In [49]:
# Preparing data to observe the number of collisions over the years

year = b_collision_factor[['number_of_cyclist_injured',
                           'number_of_cyclist_killed',
                           'number_of_motorist_injured',
                           'number_of_motorist_killed',
                           'number_of_pedestrians_injured',
                           'number_of_pedestrians_killed',
                           'number_of_persons_injured',
                           'number_of_persons_killed',
                           'year',
                          ]]
In [50]:
year_killed = b_collision_factor[['number_of_cyclist_killed',
                           'number_of_motorist_killed',
                           'number_of_pedestrians_killed',
                           'number_of_persons_killed',
                           'year',
                          ]]
In [51]:
year.groupby('year').sum()
Out[51]:
number_of_cyclist_injured number_of_cyclist_killed number_of_motorist_injured number_of_motorist_killed number_of_pedestrians_injured number_of_pedestrians_killed number_of_persons_injured number_of_persons_killed
year
2012 878 2 4805 12 1836 19 7525 33
2013 1539 4 10228 33 3632 30 15399 67
2014 1407 4 9482 21 3337 42 14227 67
2015 1512 4 9150 17 3012 46 13674 67
2016 1046 5 7009 5 2331 14 10570 24
2017 1284 8 7893 11 2549 18 11454 36
2018 34 0 405 0 147 1 586 1
In [52]:
year.groupby('year').sum().plot(kind='bar')
plt.savefig('figs/fatalities_by_year_all.png');
In [53]:
year_killed.groupby('year').sum()
Out[53]:
number_of_cyclist_killed number_of_motorist_killed number_of_pedestrians_killed number_of_persons_killed
year
2012 2 12 19 33
2013 4 33 30 67
2014 4 21 42 67
2015 4 17 46 67
2016 5 5 14 24
2017 8 11 18 36
2018 0 0 1 1
In [54]:
year_killed.groupby('year').sum().plot(kind='bar')
plt.savefig('figs/fatalities_by_year.png');
In [55]:
df2 = year.set_index('year')
mapping = {'number_of_cyclist_killed': 'fatal',
           'number_of_motorist_injured': 'injured',
           'number_of_motorist_killed': 'fatal',
           'number_of_pedestrians_injured': 'injured',
           'number_of_pedestrians_killed': 'fatal',
           'number_of_persons_injured': 'injured',
           'number_of_persons_killed': 'fatal'}
display('df2', 'df2.groupby(mapping).sum()')

'df2'
'df2.groupby(mapping).sum()'

type

In [56]:
b_collision_factor.groupby('collision_factor').sum()
Out[56]:
unique_key zip_code latitude longitude number_of_cyclist_injured number_of_cyclist_killed number_of_motorist_injured number_of_motorist_killed number_of_pedestrians_injured number_of_pedestrians_killed number_of_persons_injured number_of_persons_killed year month weekday hour
collision_factor
Accelerator Defective 271368038 1.312502e+06 4.757137e+03 -8.653454e+03 0 0 47 0 6 0 53 0 235739 763 326 1524
Aggressive Driving/Road Rage 1950066239 9.031156e+06 3.273191e+04 -5.953101e+04 28 0 211 0 112 0 345 0 1622055 5403 2350 10668
Alcohol Involvement 4911118542 2.365038e+07 8.570025e+04 -1.558920e+05 69 1 810 5 79 3 953 9 4247589 14485 7717 21380
Animals Action 273280218 1.166870e+06 4.227385e+03 -7.691069e+03 1 0 36 0 0 0 37 0 209580 685 377 1171
Backing Unsafely 21150730401 9.614249e+07 3.483878e+05 -6.337656e+05 46 0 387 0 528 8 956 8 17267597 57990 24114 116372
Brakes Defective 1557171053 7.561792e+06 2.740427e+04 -4.984395e+04 10 0 311 0 12 0 332 0 1358054 4552 2051 8868
Cell Phone (hand-held) 119779095 4.711670e+05 1.707762e+03 -3.105803e+03 1 0 9 0 1 0 11 0 84656 298 152 599
Cell Phone (hands-free) 108609355 5.831670e+05 2.114535e+03 -3.846061e+03 1 0 11 0 3 0 15 0 104743 368 128 750
Driver Inattention/Distraction 75995706470 3.321349e+08 1.203371e+06 -2.189222e+06 1064 3 5583 5 2083 26 8691 34 59655199 201886 85145 397945
Driver Inexperience 6517031197 3.371308e+07 1.221717e+05 -2.222400e+05 57 0 637 1 112 1 803 2 6054430 20557 8767 41100
Driverless/Runaway Vehicle 413123927 1.267818e+06 4.597758e+03 -8.356417e+03 0 0 5 0 7 0 11 0 227902 668 298 1482
Drugs (Illegal) 260404702 1.379947e+06 4.999636e+03 -9.097703e+03 4 0 43 0 11 0 58 0 247807 764 321 1487
Failure to Keep Right 982891764 4.936955e+06 1.788808e+04 -3.253862e+04 5 0 129 0 14 0 148 0 886488 2968 1451 4159
Failure to Yield Right-of-Way 33175838546 1.579394e+08 5.722745e+05 -1.041095e+06 767 0 3414 7 2449 23 6578 30 28364972 95410 40062 197852
Fatigued/Drowsy 14659875332 8.820163e+07 3.196794e+05 -5.814738e+05 86 0 2001 0 40 0 2135 0 15835830 51889 22202 108941
Fell Asleep 965471128 4.925720e+06 1.784397e+04 -3.246947e+04 2 0 130 0 1 0 135 0 884545 2953 1460 5025
Following Too Closely 13308635633 4.121879e+07 1.493808e+05 -2.717080e+05 32 1 1061 1 25 1 1102 3 7409577 26128 10500 50136
Glare 1108923142 5.284689e+06 1.914754e+04 -3.483543e+04 18 0 81 0 186 2 289 2 949037 3264 1360 5975
Headlights Defective 46948167 2.468710e+05 8.945244e+02 -1.626827e+03 0 0 7 0 4 0 11 0 44323 144 66 297
Illness 983735559 5.597370e+06 2.029134e+04 -3.690502e+04 25 0 150 0 25 0 200 0 1005214 3291 1545 6784
Lane Marking Improper/Inadequate 133450671 6.394570e+05 2.318239e+03 -4.215045e+03 3 0 15 0 0 0 18 0 114860 361 159 838
Lost Consciousness 9125298357 5.619088e+07 2.037180e+05 -3.704782e+05 105 0 523 2 51 0 680 2 10089102 32807 13946 67719
Obstruction/Debris 803998484 3.859079e+06 1.398793e+04 -2.544092e+04 5 0 29 0 8 0 44 0 693108 2275 904 4404
Other Electronic Device 932339761 5.822543e+06 2.110098e+04 -3.838320e+04 11 0 96 0 38 0 145 0 1045368 3436 1551 6988
Other Lighting Defects 43664930 2.693510e+05 9.758625e+02 -1.774959e+03 3 0 4 0 2 0 9 0 48350 159 54 359
Other Vehicular 11887947599 5.420148e+07 1.964109e+05 -3.572602e+05 96 0 927 0 91 1 1109 1 9734521 32569 13766 60488
Outside Car Distraction 3424885883 2.182184e+07 7.907989e+04 -1.438486e+05 36 0 383 0 45 0 463 0 3917654 12800 5553 26011
Oversized Vehicle 4533565289 2.212111e+07 8.022404e+04 -1.458583e+05 8 0 109 0 22 0 138 0 3973230 13228 4620 24554
Passenger Distraction 2628740797 1.548157e+07 5.611616e+04 -1.020578e+05 431 2 104 0 438 10 976 12 2779803 9717 4059 19591
Passing or Lane Usage Improper 8521728992 2.638783e+07 9.564622e+04 -1.739417e+05 48 0 280 2 18 1 338 3 4743402 17094 6566 31162
Pavement Defective 586696334 2.972747e+06 1.081813e+04 -1.967039e+04 11 0 73 0 0 0 84 0 535957 1663 778 3339
Pavement Slippery 4966885208 2.469372e+07 8.948762e+04 -1.627711e+05 31 0 499 0 104 0 634 0 4434824 10342 6271 27680
Pedestrian/Bicyclist/Other Pedestrian Error/Confusion 1659807248 5.239252e+06 1.898815e+04 -3.453517e+04 183 2 29 1 154 0 357 2 941785 3365 1402 6529
Physical Disability 4421278468 2.976472e+07 1.078638e+05 -1.962098e+05 170 2 1524 4 77 3 1779 9 5343286 17517 8171 34255
Prescription Medication 6481715271 4.245364e+07 1.538483e+05 -2.798647e+05 104 1 676 3 102 0 887 4 7621312 25346 10636 51259
Reaction to Other Uninvolved Vehicle 2961480178 1.111833e+07 4.029357e+04 -7.328513e+04 27 0 166 0 21 0 211 0 1997750 7030 2755 13094
Shoulders Defective/Improper 11049471 4.483900e+04 1.626681e+02 -2.959118e+02 0 0 0 0 1 0 1 0 8061 34 13 49
Steering Failure 623809397 2.816209e+06 1.020410e+04 -1.856282e+04 2 0 44 0 1 0 47 0 505798 1680 805 2887
Tire Failure/Inadequate 297432717 1.469640e+06 5.325893e+03 -9.687735e+03 0 0 27 0 0 0 27 0 263940 909 333 1598
Tow Hitch Defective 54079111 2.580430e+05 9.351810e+02 -1.701070e+03 0 0 1 0 0 0 1 0 46343 138 57 303
Traffic Control Device Improper/Non-Working 207568226 1.200462e+06 4.349780e+03 -7.913734e+03 0 0 74 0 4 0 78 0 215565 602 308 1390
Traffic Control Disregarded 8470444797 3.904517e+07 1.414737e+05 -2.573487e+05 152 2 1762 26 201 9 2109 37 7012464 23384 10598 45183
Turning Improperly 9587846416 4.480779e+07 1.623894e+05 -2.953918e+05 51 0 612 0 43 0 703 0 8048069 27413 11256 54440
Unsafe Lane Changing 4324505296 1.360876e+07 4.931634e+04 -8.970821e+04 12 0 207 0 12 0 225 0 2446239 8585 3473 16662
Unsafe Speed 3275598236 1.086093e+07 3.935334e+04 -7.158136e+04 24 1 434 3 54 1 508 5 1951843 6928 3067 12061
Unspecified 257066475678 1.566087e+09 5.675219e+06 -1.032270e+07 3890 12 25072 37 9483 78 38507 127 281196677 931387 399966 1884568
View Obstructed/Limited 3117975452 1.400217e+07 5.074612e+04 -9.229483e+04 81 0 239 2 176 3 494 5 2514925 8670 3534 16563
Windshield Inadequate 28686603 1.570870e+05 5.691489e+02 -1.035525e+03 0 0 0 0 0 0 0 0 28202 103 34 187
In [57]:
# Obtaining total number of collisions by factor

factors = b_collision_factor['collision_factor'].value_counts().to_frame().reset_index().rename(columns={"factor": "factor_count"})
In [ ]:
In [58]:
factors
Out[58]:
index collision_factor
0 Unspecified 139593
1 Driver Inattention/Distraction 29602
2 Failure to Yield Right-of-Way 14077
3 Backing Unsafely 8569
4 Fatigued/Drowsy 7862
5 Lost Consciousness 5009
6 Other Vehicular 4831
7 Turning Improperly 3994
8 Prescription Medication 3784
9 Following Too Closely 3674
10 Traffic Control Disregarded 3480
11 Driver Inexperience 3005
12 Physical Disability 2653
13 Passing or Lane Usage Improper 2352
14 Pavement Slippery 2201
15 Alcohol Involvement 2108
16 Oversized Vehicle 1972
17 Outside Car Distraction 1945
18 Passenger Distraction 1380
19 View Obstructed/Limited 1248
20 Unsafe Lane Changing 1213
21 Reaction to Other Uninvolved Vehicle 991
22 Unsafe Speed 968
23 Aggressive Driving/Road Rage 805
24 Brakes Defective 674
25 Other Electronic Device 519
26 Illness 499
27 Glare 471
28 Pedestrian/Bicyclist/Other Pedestrian Error/Co... 467
29 Failure to Keep Right 440
30 Fell Asleep 439
31 Obstruction/Debris 344
32 Pavement Defective 266
33 Steering Failure 251
34 Tire Failure/Inadequate 131
35 Drugs (Illegal) 123
36 Accelerator Defective 117
37 Driverless/Runaway Vehicle 113
38 Traffic Control Device Improper/Non-Working 107
39 Animals Action 104
40 Lane Marking Improper/Inadequate 57
41 Cell Phone (hands-free) 52
42 Cell Phone (hand-held) 42
43 Other Lighting Defects 24
44 Tow Hitch Defective 23
45 Headlights Defective 22
46 Windshield Inadequate 14
47 Shoulders Defective/Improper 4
In [59]:
b_collision_factor['collision_factor'].value_counts().plot(kind='bar', figsize=(20,4))
plt.title('Collisions by collision_factor')
plt.show
plt.savefig('figs/collisions_by_factor_all.png');
In [60]:
#create a list of top 10 zipcodes with highest number of collisions
top_5_factors = list(b_collision_factor['collision_factor'].value_counts().nlargest(5).index)
print(top_5_factors)

['Unspecified', 'Driver Inattention/Distraction', 'Failure to Yield Right-of-Way', 'Backing Unsafely', 'Fatigued/Drowsy']
In [61]:
#create df for top zips
df_top_factors = b_collision_factor[b_collision_factor['collision_factor'].isin(top_5_factors)]
In [62]:
df_top_factors['collision_factor'].value_counts().plot(kind='bar', figsize=(5,5))
plt.title('Collisions by collision_factor - Top 5')
plt.show()
plt.savefig('figs/collisions_by_factor.png');

<Figure size 432x288 with 0 Axes>
In [ ]:
In [63]:
b_collision_factor.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 252619 entries, 0 to 263714
Data columns (total 20 columns):
unique_key                       252619 non-null int64
borough                          252619 non-null object
timestamp                        252619 non-null datetime64[ns, UTC]
location                         252619 non-null object
zip_code                         252618 non-null float64
latitude                         252619 non-null float64
longitude                        252619 non-null float64
collision_factor                 252619 non-null object
number_of_cyclist_injured        252619 non-null int64
number_of_cyclist_killed         252619 non-null int64
number_of_motorist_injured       252619 non-null int64
number_of_motorist_killed        252619 non-null int64
number_of_pedestrians_injured    252619 non-null int64
number_of_pedestrians_killed     252619 non-null int64
number_of_persons_injured        252619 non-null int64
number_of_persons_killed         252619 non-null int64
year                             252619 non-null int64
month                            252619 non-null int64
weekday                          252619 non-null int64
hour                             252619 non-null int64
dtypes: datetime64[ns, UTC](1), float64(3), int64(13), object(3)
memory usage: 40.5+ MB
In [64]:
#heatmap of month and dayofthemonth
dayHour = b_collision_factor.groupby(by=['month', 'weekday']).count()['collision_factor'].unstack()
dayHour.head()
plt.figure(figsize=(12, 6))
plt.title('Collisions heatmap: month & weekday')
sns.heatmap(dayHour, cmap='viridis')
plt.savefig('figs/collisions_heatmap_month_weekday.png');

#The day of the week with Monday=0, Sunday=6
In [65]:
#heatmap of month and dayofthemonth
dayHour = b_collision_factor.groupby(by=['weekday', 'hour']).count()['collision_factor'].unstack()
dayHour.head()
plt.figure(figsize=(12, 6))
plt.title('Collisions heatmap: weekday & hour')
sns.heatmap(dayHour, cmap='viridis')
plt.savefig('figs/collisions_heatmap_weekday_hour.png');
In [ ]:
TO DO
#collision_factors_table = b_collision_factor.pivot_table('month':::, 'year':::month, 'collision_factor':::) collision_factors_table = factors.pivot_table('factor_count', 'month','year')
In [ ]:
collision_factors_tablesns.heatmap(collision_factors_table)